{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0535de84",
   "metadata": {},
   "source": [
    "利用加州人口普查信息，建立一个加州房价模型\n",
    "\n",
    "本章勘误： 72页 特征缩放第三段最后一行，StandadScaler -> StandardScaler\n",
    "\n",
    "此外，注释暂不讨论的地方，或为暂不清楚\n",
    "\n",
    "TOC"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fb25f78",
   "metadata": {},
   "source": [
    "# 获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e7ccbd45",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import tarfile\n",
    "import urllib\n",
    "DOWNLAOD_ROOT = 'https://raw.githubusercontent.com/ageron/handson-ml2/master/'  # 根url\n",
    "HOUSING_PATH = os.path.join('datasets','housing')\n",
    "HOUSING_URL = DOWNLAOD_ROOT + 'datasets/housing/housing.tgz'  # 创建下载链接\n",
    "\n",
    "def fetch_housing_data(housing_url=HOUSING_URL, hosuing_path=HOUSING_PATH):\n",
    "    os.makedirs(hosuing_path, exist_ok=True)  # 创建目录\n",
    "    tgz_path = os.path.join(hosuing_path, 'housing.tgz')  # 创建压缩文件路径\n",
    "    urllib.request.urlretrieve(housing_url, tgz_path)\n",
    "    housing_tgz = tarfile.open(tgz_path)\n",
    "    housing_tgz.extractall(path=hosuing_path)\n",
    "    housing_tgz.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91021db2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "def load_housing_data(housing_path=HOUSING_PATH):  # 定义函数直接取特定数据\n",
    "    csv_path = os.path.join(housing_path, 'housing.csv')\n",
    "    return pd.read_csv(csv_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f07d5e24",
   "metadata": {},
   "source": [
    "> 以上脚本用函数编写的目的在于，函数的参数是默认的，需要调用时直接引用，无需调用时可以直接取到本地的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2b19c53b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing = load_housing_data()\n",
    "housing.head()  # 展示数据头"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a1f1b96",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   longitude           20640 non-null  float64\n",
      " 1   latitude            20640 non-null  float64\n",
      " 2   housing_median_age  20640 non-null  float64\n",
      " 3   total_rooms         20640 non-null  float64\n",
      " 4   total_bedrooms      20433 non-null  float64\n",
      " 5   population          20640 non-null  float64\n",
      " 6   households          20640 non-null  float64\n",
      " 7   median_income       20640 non-null  float64\n",
      " 8   median_house_value  20640 non-null  float64\n",
      " 9   ocean_proximity     20640 non-null  object \n",
      "dtypes: float64(9), object(1)\n",
      "memory usage: 1.6+ MB\n"
     ]
    }
   ],
   "source": [
    "housing.info()  # 信息摘要"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5c41f766",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<1H OCEAN     9136\n",
       "INLAND        6551\n",
       "NEAR OCEAN    2658\n",
       "NEAR BAY      2290\n",
       "ISLAND           5\n",
       "Name: ocean_proximity, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing['ocean_proximity'].value_counts()  # 具体字段数据统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "20a2fd63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20433.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-119.569704</td>\n",
       "      <td>35.631861</td>\n",
       "      <td>28.639486</td>\n",
       "      <td>2635.763081</td>\n",
       "      <td>537.870553</td>\n",
       "      <td>1425.476744</td>\n",
       "      <td>499.539680</td>\n",
       "      <td>3.870671</td>\n",
       "      <td>206855.816909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.003532</td>\n",
       "      <td>2.135952</td>\n",
       "      <td>12.585558</td>\n",
       "      <td>2181.615252</td>\n",
       "      <td>421.385070</td>\n",
       "      <td>1132.462122</td>\n",
       "      <td>382.329753</td>\n",
       "      <td>1.899822</td>\n",
       "      <td>115395.615874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-124.350000</td>\n",
       "      <td>32.540000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.499900</td>\n",
       "      <td>14999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-121.800000</td>\n",
       "      <td>33.930000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1447.750000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>787.000000</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>2.563400</td>\n",
       "      <td>119600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-118.490000</td>\n",
       "      <td>34.260000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2127.000000</td>\n",
       "      <td>435.000000</td>\n",
       "      <td>1166.000000</td>\n",
       "      <td>409.000000</td>\n",
       "      <td>3.534800</td>\n",
       "      <td>179700.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-118.010000</td>\n",
       "      <td>37.710000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>3148.000000</td>\n",
       "      <td>647.000000</td>\n",
       "      <td>1725.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>4.743250</td>\n",
       "      <td>264725.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-114.310000</td>\n",
       "      <td>41.950000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>39320.000000</td>\n",
       "      <td>6445.000000</td>\n",
       "      <td>35682.000000</td>\n",
       "      <td>6082.000000</td>\n",
       "      <td>15.000100</td>\n",
       "      <td>500001.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          longitude      latitude  housing_median_age   total_rooms  \\\n",
       "count  20640.000000  20640.000000        20640.000000  20640.000000   \n",
       "mean    -119.569704     35.631861           28.639486   2635.763081   \n",
       "std        2.003532      2.135952           12.585558   2181.615252   \n",
       "min     -124.350000     32.540000            1.000000      2.000000   \n",
       "25%     -121.800000     33.930000           18.000000   1447.750000   \n",
       "50%     -118.490000     34.260000           29.000000   2127.000000   \n",
       "75%     -118.010000     37.710000           37.000000   3148.000000   \n",
       "max     -114.310000     41.950000           52.000000  39320.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    20433.000000  20640.000000  20640.000000   20640.000000   \n",
       "mean       537.870553   1425.476744    499.539680       3.870671   \n",
       "std        421.385070   1132.462122    382.329753       1.899822   \n",
       "min          1.000000      3.000000      1.000000       0.499900   \n",
       "25%        296.000000    787.000000    280.000000       2.563400   \n",
       "50%        435.000000   1166.000000    409.000000       3.534800   \n",
       "75%        647.000000   1725.000000    605.000000       4.743250   \n",
       "max       6445.000000  35682.000000   6082.000000      15.000100   \n",
       "\n",
       "       median_house_value  \n",
       "count        20640.000000  \n",
       "mean        206855.816909  \n",
       "std         115395.615874  \n",
       "min          14999.000000  \n",
       "25%         119600.000000  \n",
       "50%         179700.000000  \n",
       "75%         264725.000000  \n",
       "max         500001.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing.describe()  # 描述统计"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1825ad7",
   "metadata": {},
   "source": [
    "# 总体数据分布情况可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4392b28c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline \n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']  # 正常显示中文\n",
    "housing.hist(bins=50, figsize=(20,15))  # 对面板数据作图 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "602c09b5",
   "metadata": {},
   "source": [
    "# 数据分割"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8504a3c",
   "metadata": {},
   "source": [
    "## 随机抽样分割"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5550db82",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split  # 方法1，随机抽样\n",
    "train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)  # 原数据切割为训练集和测试集\n",
    "# train_test_split(数据集，测试集比例，随机数种子)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb187fe3",
   "metadata": {},
   "source": [
    "## 分层随机抽样分割\n",
    "> 分层随机抽通常使得训练集和测试集与原数据的某一特征的分布一致，随机抽样则通常有偏，此处是按照收入中位数的分布进行分层"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "de1df872",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "housing['income_cat'] = pd.cut(housing['median_income'],\n",
    "                                bins = [0, 1.5, 3.0, 4.5, 6, np.inf],\n",
    "                                labels=[1, 2, 3, 4, 5])\n",
    "# pd.cut(数列，分割标志，类别标签)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "782f3d2e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing['median_income'].hist()  # 收入分布情况直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ecbab435",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-16T09:16:29.393031Z",
     "start_time": "2022-02-16T09:16:24.651787Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import StratifiedShuffleSplit  # 方法2，分层随机抽样（此处按照收入中位数分层效果较好）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ccf83427",
   "metadata": {},
   "outputs": [],
   "source": [
    "split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
    "# StratifieldShuffleSplit(分组个数，测试集比例，随机数种子) ，可以用于交叉验证\n",
    "for train_index, test_index in split.split(housing, housing['income_cat']):\n",
    "    # .split(x, y) 将x按照y中数据类别比例进行等比划分\n",
    "    strat_train_set = housing.loc[train_index]\n",
    "    strat_test_set = housing.loc[test_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cdc11559",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    0.350533\n",
       "2    0.318798\n",
       "4    0.176357\n",
       "5    0.114583\n",
       "1    0.039729\n",
       "Name: income_cat, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strat_test_set['income_cat'].value_counts() / len(strat_test_set)  # 验证各收入群体在样本中比例是否保持一致"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "410996ea",
   "metadata": {},
   "source": [
    "## 恢复为数据原有字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "621123d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "for set_ in (strat_train_set, strat_test_set):  # 将两个集内的'income_cat'字段遍历删除（恢复数据字段原样）\n",
    "    set_.drop('income_cat', axis=1, inplace=True)  # axis=1 是找行 axis=0是找列（默认）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "707d4707",
   "metadata": {},
   "source": [
    "> 此时我们已经有训练集strat_train_set和测试集strat_test_set，将测试集strat_test_set放在一边，而strat_train_set经过处理在后面会赋值给housing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d5cc85f",
   "metadata": {},
   "source": [
    "## 人口与房价的位置分布散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1a85c3ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing.plot(kind='scatter', x='longitude', y='latitude', alpha=0.4,\n",
    "            s=housing['population']/100, label='人口', figsize=(10,7),\n",
    "            c='median_house_value',cmap=plt.get_cmap('jet'),colorbar=True)  \n",
    "            # alpha 透明度，s 散点大小（人口数），c 散点颜色（房价中位数）\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e0cac47",
   "metadata": {},
   "source": [
    "## 研究相关系数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7678aba6",
   "metadata": {},
   "source": [
    "### 方法1，直接观察相关系数列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d4a47f13",
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_matrix = housing.corr()  # 得出一个相关系数矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "49020fda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value    1.000000\n",
       "median_income         0.688075\n",
       "total_rooms           0.134153\n",
       "housing_median_age    0.105623\n",
       "households            0.065843\n",
       "total_bedrooms        0.049686\n",
       "population           -0.024650\n",
       "longitude            -0.045967\n",
       "latitude             -0.144160\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix['median_house_value'].sort_values(ascending=False)  # 查看与房价中位数有关的相关系数，按照降序排列\n",
    "# 可以发现收入中位数相关性最高，纬度呈一定的负相关性，越往北，价格倾向于下降"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08ac39d5",
   "metadata": {},
   "source": [
    "### 方法2，通过散点图矩阵观察相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9083e133",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix  # pandas的散点图包\n",
    "attributes = ['median_house_value', 'median_income', 'total_rooms', 'housing_median_age']  \n",
    "# 只选取部分属性，否则将有11^2 = 121 个散点图\n",
    "scatter_matrix(housing[attributes], figsize=(12, 12))  # 注意：第一个参数实际上是housing[[...,...,...]]\n",
    "plt.show()\n",
    "# 此处相关系数矩阵主对角线图像显示的是该字段数据的直方图（原本应该是一条直线（自己与自己相关系数是1），没有意义）\n",
    "# 左下方和右上方三角形区域的图像是一样（对称）的，只是方向变了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "91f7608f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing.plot(kind='scatter', x='median_income', y='median_house_value',alpha=0.1)  # 单独来看房价和收入中位数的散点图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed6da46e",
   "metadata": {},
   "source": [
    "## 尝试构造新的属性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "975c9c2b",
   "metadata": {},
   "source": [
    "也可以通过后面的流水线实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b4e2ca80",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing['rooms_per_household'] = housing['total_rooms'] / housing['households']  # 家庭均房数\n",
    "housing['bedrooms_per_room'] = housing['total_bedrooms'] / housing['total_rooms']  # 房均卧室数\n",
    "housing['population_per_household'] = housing['population'] / housing['households']  # 家庭均人口数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9e078098",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value          1.000000\n",
       "median_income               0.688075\n",
       "rooms_per_household         0.151948\n",
       "total_rooms                 0.134153\n",
       "housing_median_age          0.105623\n",
       "households                  0.065843\n",
       "total_bedrooms              0.049686\n",
       "population_per_household   -0.023737\n",
       "population                 -0.024650\n",
       "longitude                  -0.045967\n",
       "latitude                   -0.144160\n",
       "bedrooms_per_room          -0.255880\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = housing.corr()\n",
    "corr_matrix['median_house_value'].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc8497b0",
   "metadata": {},
   "source": [
    "> 其中 bedrooms_per_room 和 rooms_per_household 都表现出较为显著的相关关系\n",
    "\n",
    "> 显然，房均卧室数越低越贵（人的居住空间较大），家庭均房数越高越贵（一个家庭所有的房间越多越贵）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1419504a",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing = strat_train_set.drop('median_house_value', axis=1)  # 生成没有目标值（标签）的面板（去掉房价中位数）\n",
    "housing_labels = strat_train_set['median_house_value'].copy()  # 标签单独提出来（拷贝一个）【标签通常都是拷贝而非直接赋值】"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f529a5d",
   "metadata": {},
   "source": [
    "> housing和housing_labels 均为训练集的数据和标签，在训练模型中将直接用housing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f60cb06",
   "metadata": {},
   "source": [
    "# 机器学习数据准备"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3639557",
   "metadata": {},
   "source": [
    "## 数据清洗（数值型）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6b828218",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SimpleImputer(strategy='median')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "imputer = SimpleImputer(strategy='median')  # 建立一个实例\n",
    "housing_num = housing.drop('ocean_proximity', axis=1)  # 去掉文本属性'位置'，否则无法计算中位数\n",
    "imputer.fit(housing_num)  # 用该实例训练数据（算出中位数）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaf51a77",
   "metadata": {},
   "source": [
    "> 注意，这里之所以变量叫housing_num，是因为删去了文本属性，剩下的都是数值属性，后面用流水线转化数值数据时会用到"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fa144bac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-118.51  ,   34.26  ,   29.    , 2119.5   ,  433.    , 1164.    ,\n",
       "        408.    ,    3.5409])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imputer.statistics_  # 中位数保存在 .statistics_ 属性中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "00521f34",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = imputer.transform(housing_num)  # X 赋值为填补缺失值后的面板数据（ .transform(面板数据) 函数用于填补缺失值）\n",
    "# X是np数组，还要转化为DF数据\n",
    "housing_tr = pd.DataFrame(X, columns=housing_num.columns, index=housing_num.index)\n",
    "# 字段和索引都还原，赋值给新变量housing_tr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2afb7f8a",
   "metadata": {},
   "source": [
    "> hosuing_tr 后缀意思是transformed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "20a835ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17606</th>\n",
       "      <td>-121.89</td>\n",
       "      <td>37.29</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1568.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>2.7042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18632</th>\n",
       "      <td>-121.93</td>\n",
       "      <td>37.05</td>\n",
       "      <td>14.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>6.4214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14650</th>\n",
       "      <td>-117.20</td>\n",
       "      <td>32.77</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1952.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>462.0</td>\n",
       "      <td>2.8621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3230</th>\n",
       "      <td>-119.61</td>\n",
       "      <td>36.31</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1847.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>1460.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>1.8839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3555</th>\n",
       "      <td>-118.59</td>\n",
       "      <td>34.23</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6592.0</td>\n",
       "      <td>1525.0</td>\n",
       "      <td>4459.0</td>\n",
       "      <td>1463.0</td>\n",
       "      <td>3.0347</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "17606    -121.89     37.29                38.0       1568.0           351.0   \n",
       "18632    -121.93     37.05                14.0        679.0           108.0   \n",
       "14650    -117.20     32.77                31.0       1952.0           471.0   \n",
       "3230     -119.61     36.31                25.0       1847.0           371.0   \n",
       "3555     -118.59     34.23                17.0       6592.0          1525.0   \n",
       "\n",
       "       population  households  median_income  \n",
       "17606       710.0       339.0         2.7042  \n",
       "18632       306.0       113.0         6.4214  \n",
       "14650       936.0       462.0         2.8621  \n",
       "3230       1460.0       353.0         1.8839  \n",
       "3555       4459.0      1463.0         3.0347  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_tr.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "548bc242",
   "metadata": {},
   "source": [
    "## 处理文本和分类属性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f412b232",
   "metadata": {},
   "source": [
    "### 方法1 直接编号"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abb6fea5",
   "metadata": {},
   "source": [
    "除非只有两个类，否则不推荐"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6d52d3cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing_cat = housing[['ocean_proximity']]  # 注意外层还要用中括号嵌套，这样出来的是DF数据表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "140e4f05",
   "metadata": {},
   "source": [
    "> 命名为housing_cat是因为：categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8ad0b524",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.],\n",
       "       [0.],\n",
       "       [4.],\n",
       "       [1.],\n",
       "       [0.],\n",
       "       [1.],\n",
       "       [0.],\n",
       "       [1.],\n",
       "       [0.],\n",
       "       [0.]])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import OrdinalEncoder\n",
    "ordinal_encoder = OrdinalEncoder()  # 创建实例\n",
    "housing_cat_encoder = ordinal_encoder.fit_transform(housing_cat)  # .fit_transform 直接训练并转化数据,输出np数组\n",
    "housing_cat_encoder[:10]  # 注意：np数组没有 .head() 方法，要预览只能用索引 [:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "934c1b1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
       "       dtype=object)]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ordinal_encoder.categories_  # 分类情况存在 .categories_ 属性中"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f8049eb",
   "metadata": {},
   "source": [
    "### 方法2 独热编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "784818ba",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
       "       dtype=object)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "cat_encoder = OneHotEncoder()  # 创建实例\n",
    "housing_cat_1hot = cat_encoder.fit_transform(housing_cat) \n",
    "# 此时的 housing_cat_1hot 是Scipy稀疏矩阵，仅储存非0数据位置以节约空间，但可以像ndarray数组一样使用\n",
    "housing_cat_1hot.toarray()  # 也可以转化为ndarray矩阵\n",
    "cat_encoder.categories_ # 查看属性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "850b72fc",
   "metadata": {},
   "source": [
    "## 自定义转换器（可选）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b44b59b",
   "metadata": {},
   "source": [
    "> 定义一个类，使得一个实例（面板数据）可以用来转换（增加）数据\n",
    "参考 https://blog.csdn.net/dss_dssssd/article/details/82824979"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7115130c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.base import BaseEstimator, TransformerMixin\n",
    "rooms_ix, bedrooms_ix, population_ix, households_ix = 3, 4, 5, 6  # 列中字段的列数(第几列)\n",
    "class CombinedAttributesAdder(BaseEstimator, TransformerMixin):  \n",
    "    # 超参数 BaseEstimator：__init__函数不能接受参数，自定义分类器和转换器一般都带该闭包，暂不讨论\n",
    "    # TransformerMinxin：自动实现fit_transform()函数，继承方法：fit_transform() <=> fit().transform()\n",
    "    def __init__(self, add_bedrooms_per_room = True):\n",
    "        # 如果在创建实例时参数设置为False，则不添加‘房均卧室数’这个属性，默认是添加的\n",
    "        self.add_bedrooms_per_room = add_bedrooms_per_room  # 赋值\n",
    "    def fit(self, X, y=None):\n",
    "        return self  # fit() 方法不进行任何操作\n",
    "    def transform(self, X):  # 转换器方法（添加新的字段）\n",
    "        rooms_per_houshold = X[:, rooms_ix] / X[:, households_ix]  # 计算新的属性值（家庭均房间数）-> 必加\n",
    "        population_per_household = X[:, rooms_ix] / X[:, rooms_ix]  # 计算家庭均人口数 -> 必加\n",
    "        if self.add_bedrooms_per_room:  # 如果在创建实例时参数设置为True（默认情况），则添加‘房均卧室数’\n",
    "            bedrooms_per_room = X[:, bedrooms_ix] / X[:, rooms_ix]\n",
    "            return np.c_[X, rooms_per_houshold, population_per_household, bedrooms_per_room]  # 添加‘房均卧室数’\n",
    "        else:\n",
    "            return np.c_[X, rooms_per_houshold, population_per_household]  # 仅添加另外两个，不加上‘房均卧室数’\n",
    "        # np.c_[] 的作用是拼接列，即横向拼接，要求行数相同，np.r_[]是拼接行，要求列数相等\n",
    "attr_adder = CombinedAttributesAdder(add_bedrooms_per_room=False)  # 不加‘房均卧室数’\n",
    "housing_extra_attribs = attr_adder.transform(housing.values)  # attr_adder.fit_transform(housing.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ed85b37",
   "metadata": {},
   "source": [
    "> 可见，自定义转换器一般要带有fit()和transform()函数，其中fit()函数必须返回self，这样可以继承TransformerMixin的fit_transform()方法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9ddea16",
   "metadata": {},
   "source": [
    "## 特征缩放"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3185493d",
   "metadata": {},
   "source": [
    "即归一化和标准化，这里不专门写，在后面整合流水线中用到"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b60d908c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# MinMaxScaler 归一化，可用 feature_range 调整范围，默认是0~1\n",
    "# StandardScaler 标准化，转换为均值为0，方差为1的数表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "455dea77",
   "metadata": {},
   "source": [
    "## 转换流水线（自动化转换）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72273ea5",
   "metadata": {},
   "source": [
    "### 数值型处理流水线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "702345fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler  # 标准化函数\n",
    "num_pipeline = Pipeline([\n",
    "    ('imputer', SimpleImputer(strategy='median')),\n",
    "    ('attribs_adder', CombinedAttributesAdder()),\n",
    "    ('std_scaler', StandardScaler()),\n",
    "])\n",
    "housing_num_tr = num_pipeline.fit_transform(housing_num)  # 流水线一次性转换"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17e47804",
   "metadata": {},
   "source": [
    "### 处理文本流水线和整合流水线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "96f68713",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import ColumnTransformer  # 该模块顾名思义，对列字段进行转换\n",
    "num_attribs = list(housing_num)  # 获得全部字段 'longitude','latitude','housing_median_age','total_rooms'等\n",
    "cat_attribs = ['ocean_proximity']  # 类别名称列表\n",
    "# 整合流水线\n",
    "full_pipeline = ColumnTransformer([\n",
    "    ('num', num_pipeline, num_attribs),  # 对数值字段进行前段已经定义过的流水线转换，这里仅需写实例名称'num_pipeline'\n",
    "    ('cat', OneHotEncoder(), cat_attribs),  # 对文本字段进行热独编码转换\n",
    "])\n",
    "housing_prepared = full_pipeline.fit_transform(housing)  # housing_prepared意为准备完毕的数据，housing是原始数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ba1ff2a",
   "metadata": {},
   "source": [
    "> 注意，此时的housing_prepared是ndarray矩阵，full_pipeline为全流水线实例\n",
    "\n",
    "> 至此完成数据预处理全部内容"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c27cad1b",
   "metadata": {},
   "source": [
    "# 选择和训练模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf4e46b6",
   "metadata": {},
   "source": [
    "先康康准备好的数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8e16b2d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.156043</td>\n",
       "      <td>0.771950</td>\n",
       "      <td>0.743331</td>\n",
       "      <td>-0.493234</td>\n",
       "      <td>-0.445438</td>\n",
       "      <td>-0.636211</td>\n",
       "      <td>-0.420698</td>\n",
       "      <td>-0.614937</td>\n",
       "      <td>-0.312055</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.155318</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.176025</td>\n",
       "      <td>0.659695</td>\n",
       "      <td>-1.165317</td>\n",
       "      <td>-0.908967</td>\n",
       "      <td>-1.036928</td>\n",
       "      <td>-0.998331</td>\n",
       "      <td>-1.022227</td>\n",
       "      <td>1.336459</td>\n",
       "      <td>0.217683</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.836289</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.186849</td>\n",
       "      <td>-1.342183</td>\n",
       "      <td>0.186642</td>\n",
       "      <td>-0.313660</td>\n",
       "      <td>-0.153345</td>\n",
       "      <td>-0.433639</td>\n",
       "      <td>-0.093318</td>\n",
       "      <td>-0.532046</td>\n",
       "      <td>-0.465315</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.422200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.017068</td>\n",
       "      <td>0.313576</td>\n",
       "      <td>-0.290520</td>\n",
       "      <td>-0.362762</td>\n",
       "      <td>-0.396756</td>\n",
       "      <td>0.036041</td>\n",
       "      <td>-0.383436</td>\n",
       "      <td>-1.045566</td>\n",
       "      <td>-0.079661</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.196453</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.492474</td>\n",
       "      <td>-0.659299</td>\n",
       "      <td>-0.926736</td>\n",
       "      <td>1.856193</td>\n",
       "      <td>2.412211</td>\n",
       "      <td>2.724154</td>\n",
       "      <td>2.570975</td>\n",
       "      <td>-0.441437</td>\n",
       "      <td>-0.357834</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.269928</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0         1         2         3         4         5         6   \\\n",
       "0 -1.156043  0.771950  0.743331 -0.493234 -0.445438 -0.636211 -0.420698   \n",
       "1 -1.176025  0.659695 -1.165317 -0.908967 -1.036928 -0.998331 -1.022227   \n",
       "2  1.186849 -1.342183  0.186642 -0.313660 -0.153345 -0.433639 -0.093318   \n",
       "3 -0.017068  0.313576 -0.290520 -0.362762 -0.396756  0.036041 -0.383436   \n",
       "4  0.492474 -0.659299 -0.926736  1.856193  2.412211  2.724154  2.570975   \n",
       "\n",
       "         7         8    9         10   11   12   13   14   15  \n",
       "0 -0.614937 -0.312055  0.0  0.155318  1.0  0.0  0.0  0.0  0.0  \n",
       "1  1.336459  0.217683  0.0 -0.836289  1.0  0.0  0.0  0.0  0.0  \n",
       "2 -0.532046 -0.465315  0.0  0.422200  0.0  0.0  0.0  0.0  1.0  \n",
       "3 -1.045566 -0.079661  0.0 -0.196453  0.0  1.0  0.0  0.0  0.0  \n",
       "4 -0.441437 -0.357834  0.0  0.269928  1.0  0.0  0.0  0.0  0.0  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(housing_prepared).head()  # 可见是标准化且加了热独编码的"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3ff61b8",
   "metadata": {},
   "source": [
    "## 训练"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79e5877a",
   "metadata": {},
   "source": [
    "## 1. 线性回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9b05b857",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "lin_reg = LinearRegression()  # 建立线性回归实例\n",
    "lin_reg.fit(housing_prepared, housing_labels)  # 训练（称 lin_reg 为训练有素的模型）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0e31131",
   "metadata": {},
   "source": [
    "> housing是训练集数据，前面已有说明"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06e23e8a",
   "metadata": {},
   "source": [
    "### 简单评估训练集"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89258c5f",
   "metadata": {},
   "source": [
    "仅选小部分数据，规范评估参照后面的K折交叉验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "79671b44",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 仅选前五个\n",
    "some_data = housing.iloc[:5]\n",
    "some_labels = housing_labels.iloc[:5]\n",
    "some_data_prepared = full_pipeline.transform(some_data)  # 流水线处理数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e004b626",
   "metadata": {},
   "source": [
    "预览一下模型输出和实际数值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ce6598f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测： [210528.01750105 317824.00920324 210815.82440675  59307.5245779\n",
      " 189946.78983305]\n",
      "实际： [286600. 340600. 196900.  46300. 254500.]\n"
     ]
    }
   ],
   "source": [
    "print('预测：',lin_reg.predict(some_data_prepared))\n",
    "print('实际：',some_labels.values)  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46b26fb4",
   "metadata": {},
   "source": [
    "可见效果很一般"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "995ba096",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error  # 计算均方差\n",
    "housing_predictions = lin_reg.predict(housing_prepared)\n",
    "lin_mse = mean_squared_error(housing_labels, housing_predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "132ce72e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "68635.59352516982\n"
     ]
    }
   ],
   "source": [
    "lin_rmes = np.sqrt(lin_mse)  # 均方差开方\n",
    "print(lin_rmes)  # 输出标准差"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d343f832",
   "metadata": {},
   "source": [
    "> 收入中位数分布在120000~265000美元之间，因此平均误差68635虽然不算很高，但也不好"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6294e514",
   "metadata": {},
   "source": [
    "## 2. 决策树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6b2717fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeRegressor()"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor  # 决策树回归模型\n",
    "tree_reg = DecisionTreeRegressor()  # 创建实例\n",
    "tree_reg.fit(housing_prepared, housing_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "54f8ddda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n"
     ]
    }
   ],
   "source": [
    "housing_predictions = tree_reg.predict(housing_prepared)\n",
    "tree_mse = mean_squared_error(housing_labels, housing_predictions)\n",
    "tree_rmse = np.sqrt(tree_mse)\n",
    "print(tree_rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ae5c9d7",
   "metadata": {},
   "source": [
    "标准差为0，绝逼过拟合了。。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb838955",
   "metadata": {},
   "source": [
    "## K折交叉验证（规范评估方法）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e57d168",
   "metadata": {},
   "source": [
    "> K折验证得出的若干值是在若干训练集上得到的标准误差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "820f6548",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "scores = cross_val_score(tree_reg, housing_prepared, housing_labels, scoring='neg_mean_squared_error', cv=10)\n",
    "tree_rmse_socres = np.sqrt(-scores)  # 该功能倾向于效用函数（越大越好），因此是负的MSE，计算标准差要先加负号，暂不详细讨论"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "32bed37a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 编写一个函数用于输出结果\n",
    "def display_scores(scores):\n",
    "    print('Scores:', scores)\n",
    "    print('Mean:', scores.mean())\n",
    "    print('Standard deviation:', scores.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "9e9a75a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores: [70028.82471325 66302.74832819 73686.99531736 72162.34917078\n",
      " 71112.31718492 74334.94256115 69966.09543395 68226.86000369\n",
      " 69297.34831427 67305.1536788 ]\n",
      "Mean: 70242.36347063378\n",
      "Standard deviation: 2495.6533464646527\n"
     ]
    }
   ],
   "source": [
    "display_scores(tree_rmse_socres)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfeed4ae",
   "metadata": {},
   "source": [
    "效果不好，比线性回归更差，线性回归的均方差是68635，决策树的平均均方差70719"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd934346",
   "metadata": {},
   "source": [
    "## 3. 随机森林"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "115f7ff2",
   "metadata": {},
   "source": [
    "原理在该章节不做详细解释，毕竟我现在也不会QAQ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "fef0d3c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor()"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "forest_reg = RandomForestRegressor()\n",
    "forest_reg.fit(housing_prepared, housing_labels)  # 训练有素"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e649c99f",
   "metadata": {},
   "source": [
    "算标准差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ec279d0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18438.629814822852\n"
     ]
    }
   ],
   "source": [
    "forest_predictions = forest_reg.predict(housing_prepared)\n",
    "forest_mse = mean_squared_error(housing_labels, forest_predictions)\n",
    "forest_rmse = np.sqrt(forest_mse)\n",
    "print(forest_rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cae303b",
   "metadata": {},
   "source": [
    "K折验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "260b6f94",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = cross_val_score(forest_reg, housing_prepared, housing_labels, scoring='neg_mean_squared_error', cv=5)\n",
    "forest_rmse_socres = np.sqrt(-scores)  # 该功能倾向于效用函数（越大越好），因此是负的MSE，计算标准差要先加负号，暂不详细讨论"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d6d77493",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores: [48107.13516188 50468.82036079 51144.62021336 50554.91858655\n",
      " 51290.65579934]\n",
      "Mean: 50313.23002438249\n",
      "Standard deviation: 1148.5684174725402\n"
     ]
    }
   ],
   "source": [
    "display_scores(forest_rmse_socres)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8c338de",
   "metadata": {},
   "source": [
    "> 虽然效果比决策树和线性回归好，但是K折验证表明，在训练集上的分数仍然远低于验证集，因此还存在过拟合"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f2f51a8",
   "metadata": {},
   "source": [
    "## 保存模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "dc9ceda0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib\n",
    "joblib.dump(forest_reg, 'my_model.pkl')  # 保存模型，以随机森林模型forest_reg为例\n",
    "forest_reg = joblib.load('my_model.pkl')  # 读取模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a72a2aa3",
   "metadata": {},
   "source": [
    "# 调整模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1df7bc1e",
   "metadata": {},
   "source": [
    "> 调整模型的参数，使得效果更佳"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0100c48b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_features': 8, 'n_estimators': 30}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "# 暂不讨论这里为什么选择超参数'n_estimators'和'max_features'的问题，在第七章解释\n",
    "param_grid = [\n",
    "    {'n_estimators': [3,10,30], 'max_features': [2, 4, 6, 8]},\n",
    "    {'bootstrap': [False], 'n_estimators': [3, 10],'max_features':[2, 3, 4]},\n",
    "]\n",
    "# 参数网格第一个中包含3*4=12种情况，第二个中包含2*3=6种情况，共18种情况进行验证，此外bootstrap设为False（默认True），原因暂不讨论\n",
    "forest_reg = RandomForestRegressor()\n",
    "grid_search = GridSearchCV(forest_reg, param_grid, cv = 5,\n",
    "                          scoring='neg_mean_squared_error',\n",
    "                          return_train_score=True)\n",
    "grid_search.fit(housing_prepared, housing_labels)  # 开始搜索最佳参数\n",
    "grid_search.best_params_  # 输出最佳参数，在属性 .best_params_ 中"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "467254fe",
   "metadata": {},
   "source": [
    "找到最佳参数，8和30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "765bdc5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(max_features=8, n_estimators=30)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.best_estimator_  # 查看最佳估算器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "8233c678",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "66322.2696968549 {'max_features': 2, 'n_estimators': 3}\n",
      "57243.857389650446 {'max_features': 2, 'n_estimators': 10}\n",
      "54748.1832031759 {'max_features': 2, 'n_estimators': 30}\n",
      "62731.36004489283 {'max_features': 4, 'n_estimators': 3}\n",
      "54710.39709522822 {'max_features': 4, 'n_estimators': 10}\n",
      "52015.10588431504 {'max_features': 4, 'n_estimators': 30}\n",
      "61835.40025204167 {'max_features': 6, 'n_estimators': 3}\n",
      "53409.97490263277 {'max_features': 6, 'n_estimators': 10}\n",
      "51519.09814692738 {'max_features': 6, 'n_estimators': 30}\n",
      "59581.65067568064 {'max_features': 8, 'n_estimators': 3}\n",
      "53188.53578121055 {'max_features': 8, 'n_estimators': 10}\n",
      "51421.428213915526 {'max_features': 8, 'n_estimators': 30}\n",
      "64215.25994316389 {'bootstrap': False, 'max_features': 2, 'n_estimators': 3}\n",
      "56384.578453453505 {'bootstrap': False, 'max_features': 2, 'n_estimators': 10}\n",
      "61287.53315775133 {'bootstrap': False, 'max_features': 3, 'n_estimators': 3}\n",
      "54549.69818578652 {'bootstrap': False, 'max_features': 3, 'n_estimators': 10}\n",
      "61308.031952842415 {'bootstrap': False, 'max_features': 4, 'n_estimators': 3}\n",
      "53453.90596846194 {'bootstrap': False, 'max_features': 4, 'n_estimators': 10}\n"
     ]
    }
   ],
   "source": [
    "cvres = grid_search.cv_results_  # 获取搜索结果的分数\n",
    "for mean_score, params in zip(cvres['mean_test_score'], cvres['params']):  # 查看所有评估分数\n",
    "    print(np.sqrt(-mean_score), params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea33bf56",
   "metadata": {},
   "source": [
    "> 最佳分数：53188.53578121055 {'max_features': 8, 'n_estimators': 10}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14f22dd4",
   "metadata": {},
   "source": [
    "## 分析最佳模型及其误差（略）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b80cccaa",
   "metadata": {},
   "source": [
    " 查看各个特征的重要性，可以删除无关特征，检查系统的具体错误并解决"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "201d7e39",
   "metadata": {},
   "source": [
    "## 用测试集评估系统"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "2263c21f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48064.019102038736\n"
     ]
    }
   ],
   "source": [
    "final_model = grid_search.best_estimator_\n",
    "X_test = strat_test_set.drop('median_house_value', axis=1)\n",
    "y_test = strat_test_set['median_house_value'].copy()  # 拷贝而非赋值\n",
    "\n",
    "X_test_prepared = full_pipeline.transform(X_test)  # 流水线处理数据\n",
    "final_predictions = final_model.predict(X_test_prepared)  # 进行预测\n",
    "\n",
    "final_mes = mean_squared_error(final_predictions, y_test)\n",
    "final_rmse = np.sqrt(final_mes)  # 得出标准差\n",
    "print(final_rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cefada9",
   "metadata": {},
   "source": [
    "至少比之前强...\n",
    "实际上这里标准差属于是点估计，利用scipy可以得出置信区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "b717bc28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([46133.96601883, 49919.50564514])"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "confidence = 0.95  # 置信度\n",
    "squared_errors = (final_predictions - y_test) ** 2  # 算误差平方，squared_errors实际上是ndarray\n",
    "np.sqrt(stats.t.interval(confidence, \n",
    "                         len(squared_errors) - 1,\n",
    "                         loc=squared_errors.mean(),\n",
    "                         scale=stats.sem(squared_errors)))  # 置信区间\n",
    "# stats.t.interval(置信度，自由度，均值，标准差)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2f0843e",
   "metadata": {},
   "source": [
    "# 系统上线和维护"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d3ca9e3",
   "metadata": {},
   "source": [
    "可以部署到服务器，设定自动定期调整超参数，定期监控输入的数据，发现异常现象（如特征预测标准差越来越大），注意保存旧模型，以防新模型出现严重问题\n",
    "\n",
    "单纯对一个问题进行静态研究则无需此步骤"
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